Social Network Analysis - Amber Heard Case - CrossPlatformAnalysis

MAHMOUD NAGY - JUNE 2022

Table of Contents

Introduction

CrossPlatformAnalysis - Social Network Analysis on Amber Heard's Case


Exploratory Data Analysis

Platform Color
Twitter Blue
YouTube Orange
Instagram Green
Reddit Red

Exploring Contributions OVER TIME

CrossPlatforms Contributions TimeSeries

Note

  • Twitter and Youtube have the most peaks in 2022

CrossPlatforms Contributions over Years

https://stackoverflow.com/questions/53747298/how-to-format-seaborn-matplotlib-axis-tick-labels-from-number-to-thousands-or-mi


CrossPlatforms Contributions over Months

https://stackoverflow.com/questions/52670304/python-facetgrid-with-sns-barplot-and-map-target-no-overlapping-group-bars
https://stackoverflow.com/questions/61455874/facetplot-catplot-seaborn-how-to-change-the-bar-positions

2018

2019

2020

2021

2022


CrossPlatforms Contributions over Days

2018


2019

2020

2021

2022


Exploring Interactions OVER TIME

Platform Interactions
Twitter total_retweets + reply_count + like_count
YouTube n_views + n_likes + n_comments
Instagram n_replies + n_likes
Reddit reddit_contributions_score (Upvotes - Downvotes)

Note

  • We don't have 'favorite_count' in the twitter metrics data (from kaggle)
  • But we have it for the 5 months data that Adel rescraped
  • New YouTube data don't have dislikes, as YouTube disabled the "dislike feature".
  • Youtube was separated from the interactions comparison (since it has way larger values than others)

CrossPlatforms Interactions TimeSeries

CrossPlatforms Interactions over Years


CrossPlatforms Interactions over Months

https://stackoverflow.com/questions/52670304/python-facetgrid-with-sns-barplot-and-map-target-no-overlapping-group-bars
https://stackoverflow.com/questions/61455874/facetplot-catplot-seaborn-how-to-change-the-bar-positions

CrossPlatform Interactions over Months (Twitter | Instagram | Reddit)

2018

2019

2020

2021

2022


CrossPlatforms Interactions in Each Day

2018


2019

2020

2021

2022


Most Repeated Text

Twitter

YouTube Comments

YouTube Video Titles

Instagram

Reddit


Top Commented Users

Twitter

YouTube Comments

YouTube Channels

Instagram

Reddit



Conclusions

END OF NOTEBOOK